{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "676c2144-1094-4153-b87e-1adb6b83b59d",
   "metadata": {},
   "source": [
    "Chapter 14\n",
    "# 随机正则图\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "cc2c114c-3ad4-4465-b35e-7a6bd203d142",
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "49a43acf-4c11-410f-ac82-de285b147e16",
   "metadata": {},
   "outputs": [],
   "source": [
    "list_specs = [(1,6),(2,6),(3,6),\n",
    "              (1,8),(2,8),(3,8),\n",
    "              (1,12),(2,12),(3,12)]\n",
    "# d, the degree of each node.\n",
    "# n, the number of nodes. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "336064d5-07a8-43be-9dcc-4a5af7bd914c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x800 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, 3, \n",
    "                         figsize = (8,8))\n",
    "\n",
    "axes = axes.flatten()\n",
    "\n",
    "for (d,n), ax_i in zip(list_specs,axes):\n",
    "    \n",
    "    # 生成正则图\n",
    "    G = nx.random_regular_graph(d,n)\n",
    "    # d, the degree of each node.\n",
    "    # n, the number of nodes. \n",
    "    \n",
    "    nx.draw_networkx(G, \n",
    "                     ax = ax_i,\n",
    "                     pos = nx.circular_layout(G),\n",
    "                     with_labels = False,\n",
    "                     node_size = 18) \n",
    "    \n",
    "plt.savefig('正则图.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e0b41bf6-9e90-401c-b379-4d1bb8a39199",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
